v1.0.0 is released

CI_SCRIPTS/CPPLINT.cfg

@@ -0,0 +1 @@
+filter=-whitespace/line_length,-readability/casting,-whitespace/braces,-build/header_guard,-build/include_subdir,-runtime/explicit,-runtime/printf,-runtime/int,-whitespace/end_of_line,-readability/fn_size,-build/include_order,-build/include_what_you_use,-whitespace/indent

CI_SCRIPTS/benchmark_verify.sh

@@ -0,0 +1,45 @@
+#!/bin/bash
+
+benchmark_verify() {
+    device=$1
+    x2bolt_path=$2
+    benchmark_path=$3
+    model_zoo_directory=$4
+    model_type=$5
+    model_name=$6
+    precision=$7
+    affinity=$8
+    loops=$9
+    result=${10}
+
+    model_directory=${model_zoo_directory}/${model_type}_models/${model_name}
+    if [[ "${precision}" == "FP32" ]]; then
+        precision_suffix="_f32"
+    fi
+    if [[ "${precision}" == "FP16" ]]; then
+        precision_suffix="_f16"
+    fi
+    if [[ "${precision}" == "INT8_Q" ]]; then
+        precision_suffix="_int8"
+    fi
+    model_convert_command="${x2bolt_path} -d ${model_directory} -m ${model_name} -i ${precision}"
+    benchmark_command="${benchmark_path} -m ${model_directory}/${model_name}${precision_suffix}.bolt -a ${affinity} -l ${loops}"
+    if [[ "${device}" == "host" ]]; then
+        ${model_convert_command} > /dev/null && ${benchmark_command} &> engine_result.txt
+    else
+        adb -s ${device} shell "${model_convert_command} && ${benchmark_command}" &> engine_result.txt
+    fi
+
+    avg_time=$(grep -I "avg_time:" ./engine_result.txt)
+    verify_result=$(grep -I "${result}" ./engine_result.txt)
+
+    rm -rf engine_result.txt
+
+    if [[ ${#verify_result} > 0 ]]
+    then
+        echo "${model_name} on ${device} in ${precision} precision ${avg_time}"
+    else
+        echo "${model_name} on ${device} in ${precision} precision fail!"
+        exit 1
+    fi
+}

CI_SCRIPTS/benchmark_verify_serial.sh

@@ -0,0 +1,25 @@
+#!/bin/bash
+
+script_name=$0
+script_abs=$(readlink -f "$0")
+script_dir=$(dirname $script_abs)
+
+source ${script_dir}/benchmark_verify.sh
+
+BOLT_ROOT=${script_dir}/..
+loops=6
+phone=$1
+
+# arm gnu
+arch=arm_gnu
+x2bolt_path=/data/local/tmp/CI/${arch}/tools/X2bolt
+benchmark_path=/data/local/tmp/CI/${arch}/bin/benchmark
+model_zoo_directory=/data/local/tmp/CI/model_zoo
+#benchmark_verify ${phone} ${x2bolt_path} ${benchmark_path} ${model_zoo_directory} tflite mbmelgan FP32 CPU_AFFINITY_HIGH_PERFORMANCE ${loops} ''
+
+# x86 gnu
+arch=x86_gnu
+x2bolt_path=${BOLT_ROOT}/install_${arch}/tools/X2bolt
+benchmark_path=${BOLT_ROOT}/install_${arch}/examples/benchmark
+model_zoo_directory=/data/bolt/model_zoo
+benchmark_verify host ${x2bolt_path} ${benchmark_path} ${model_zoo_directory} tflite mbmelgan FP32 CPU_AFFINITY_HIGH_PERFORMANCE ${loops} '\-0.295808 0.563926 1.235842'

CI_SCRIPTS/dir_cpplint.sh

@@ -0,0 +1,11 @@
+#!/bin/bash
+
+script_name=$0
+script_abs=$(readlink -f "$0")
+script_dir=$(dirname $script_abs)
+
+cp ${script_dir}/CPPLINT.cfg $1
+cd $1
+cpplint --recursive --extensions=cpp,h,hpp,cl .
+rm CPPLINT.cfg
+echo " "

CI_SCRIPTS/format_code.sh

@@ -0,0 +1,55 @@
+#!/bin/bash
+
+script_name=$0
+script_abs=$(readlink -f "$0")
+script_dir=$(dirname $script_abs)
+
+fileSuffix=(h hpp c cpp cl)
+
+cd ${script_dir}/../
+format() {
+    file=$1
+    echo "format: $file" 
+    #/data/opt/uncrustify-master/build/uncrustify -c /data/opt/uncrustify-master/forUncrustifySources.cfg -f $file > tmp.cpp
+    #sed -i "s/\/\/ /\/\//g" ./tmp.cpp
+    #sed -i "s/\/\//\/\/ /g" ./tmp.cpp
+    #clang-format -i tmp.cpp
+    #cp tmp.cpp $file
+    #rm tmp.cpp
+    clang-format -i $file
+}
+
+format_all() {
+    dirs=(inference common model_tools compute kit)
+    for suffix in ${fileSuffix[*]}
+    do
+        for dir in  ${dirs[*]}
+        do
+            for file in `find $dir -name "*.$suffix"`
+            do
+                format $file
+            done
+        done
+    done
+}
+
+format_change() {
+    key=$1
+    files=`git status | grep "${key}" | sed s/[[:space:]]//g | sed s/：/:/g | cut -d ":" -f 2`
+    for file in ${files[*]}
+    do
+        fresh=false
+        for suffix in ${fileSuffix[*]}
+        do
+            if [[ $file == *.${suffix} ]]; then
+                fresh=true
+            fi
+        done
+        if [[ $fresh == true ]]; then
+            format $file
+        fi
+    done
+}
+
+format_change "modified:"
+format_change "修改："

CI_SCRIPTS/genCommandLines.sh

@@ -0,0 +1,63 @@
+#!/bin/bash
+
+fun_gen_in_two_arrs() {
+    rm -rf ./single_combinations.txt
+    #touch ./single_combinations.txt
+    local _firstArr=(`echo $1|cut -d " " --output-delimiter=" " -f 1-`)
+    local _firstArrLen=${#_firstArr[@]}
+    local _secondArr=(`echo $2|cut -d " " --output-delimiter=" " -f 1-`)
+    local _secondArrLen=${#_secondArr[@]}
+    index=0
+    for ((i=0;i<_firstArrLen;i++))
+    do
+        for ((j=0;j<_secondArrLen;j++))
+        do
+            elem1=${_firstArr[$i]}
+            elem2=${_secondArr[$j]}
+            combine_str=$elem1"--"$elem2
+            echo $combine_str >> ./single_combinations.txt
+            let index+=1
+        done
+    done
+}
+
+rm -rf ./final_combinations.txt
+while read line
+do
+    if [[ ${line} =~ ^#.* ]]; then
+        continue
+    fi
+    original_strs=()
+    original_index=0
+    for i in $(echo $line| tr "&" "\n")
+    do
+        original_strs[$original_index]=$i
+        let original_index+=1
+    done
+
+    for i in "${!original_strs[@]}";
+    do
+        sub_str=${original_strs[$i]}
+        if [ $i == 0 ]
+        then
+            rm -rf ./single_combinations.txt
+            for j in $(echo $sub_str| tr ";" "\n")
+            do
+                echo $j >> ./single_combinations.txt
+            done
+        else
+            sub_firstArr=()
+            sub_firstIndex=0
+            for line in `cat ./single_combinations.txt`
+            do
+                sub_firstArr[$sub_firstIndex]=$line
+                let sub_firstIndex+=1
+            done
+            sub_secondArr=($(echo "$sub_str"| tr ";" "\n"))
+            fun_gen_in_two_arrs "$(echo ${sub_firstArr[@]})" "$(echo ${sub_secondArr[@]})"
+        fi
+    done
+
+    cat ./single_combinations.txt >> ./final_combinations.txt
+done < $1
+rm -rf ./single_combinations.txt

CI_SCRIPTS/inference_big.txt

@@ -0,0 +1,66 @@
+# ARMv8+ CPU GNU section
+asr_convolution_transformer_joint_net&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/asr/asr_convolution_transformer/joint_net&@S+joint_net&@S+joint_net&
+tinybert384&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16;int8&cpu&1&nlp/slot_intent&32+32+32&
+tinybert&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16;int8&cpu&1&nlp/slot_intent&32+32+32&
+tinybert_onnx&arm&onnx&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/slot_intent_onnx&32+32+32&
+nmt&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/machine_translation&32+32+32&
+asr_rnnt&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/asr/asr_rnnt&32+32+32&
+asr_convolution_transformer_encoder&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/asr/asr_convolution_transformer/first_frame&@S+encoder&@S+encoder&
+asr_convolution_transformer_encoder&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/asr/asr_convolution_transformer/second_frame&@S+encoder&@S+encoder&
+asr_convolution_transformer_prediction_net&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/asr/asr_convolution_transformer/prediction_net&@S+prediction_net&@S+prediction_net&
+tts_encoder_decoder&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/tts/encoder_decoder&@S+encoder_decoder&@S+encoder_decoder&
+tts_postnet&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/tts/postnet&@S+postnet&@S+postnet&
+tts_melgan_vocoder&arm&onnx&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&nlp/tts/melgan_vocoder&@S+melgan_vocoder&@S+melgan_vocoder&0
+ghostnet&arm&onnx&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR_SC_RAW+@s+1+@t+5+@c+151&2
+mobilenet_v1&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+0.017+@t+5+@c+151
+mobilenet_v2&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+0.017+@t+5+@c+151
+squeezenet&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16;int8&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+1+@t+5+@c+151
+mobilenet_v3&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+RGB+@s+0.017+@t+5+@c+151
+fingerprint_resnet18&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&1&cv/fingerprint&UNKNOWN&
+resnet50&arm&caffe&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16;int8&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+1+@t+5+@c+151
+vad&arm&tflite&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp32;fp16&cpu&&&&
+birealnet18&arm&onnx&ubuntu16_04&gnu&E5B0119506000260;GCL5T19822000030&A55;A76&fp16&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+RGB_SC+@s+1+@t+5+@c+151&0
+# ARMv7 CPU section
+#asr_convolution_transformer_joint_net&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/asr/asr_convolution_transformer/joint_net&@S+joint_net&@S+joint_net&
+tinybert384&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/slot_intent&32+32+32&
+tinybert&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/slot_intent&32+32+32&
+tinybert_onnx&arm&onnx&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/slot_intent_onnx&32+32+32&
+nmt&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/machine_translation&32+32+32&
+asr_rnnt&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/asr/asr_rnnt&32+32+32&
+asr_convolution_transformer_encoder&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/asr/asr_convolution_transformer/first_frame&@S+encoder&@S+encoder&
+asr_convolution_transformer_encoder&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/asr/asr_convolution_transformer/second_frame&@S+encoder&@S+encoder&
+asr_convolution_transformer_prediction_net&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/asr/asr_convolution_transformer/prediction_net&@S+prediction_net&@S+prediction_net&
+tts_encoder_decoder&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/tts/encoder_decoder&@S+encoder_decoder&@S+encoder_decoder&
+tts_postnet&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/tts/postnet&@S+postnet&@S+postnet&
+tts_melgan_vocoder&arm&onnx&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&nlp/tts/melgan_vocoder&@S+melgan_vocoder&@S+melgan_vocoder&0
+ghostnet&arm&onnx&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR_SC_RAW+@s+1+@t+5+@c+151&2
+mobilenet_v1&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+0.017+@t+5+@c+151
+mobilenet_v2&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+0.017+@t+5+@c+151
+squeezenet&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+1+@t+5+@c+151
+mobilenet_v3&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+RGB+@s+0.017+@t+5+@c+151
+fingerprint_resnet18&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&cv/fingerprint&UNKNOWN&
+resnet50&arm&caffe&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+1+@t+5+@c+151
+vad&arm&tflite&ubuntu16_04&ndkv7&GCL5T19822000030&A76&fp32&cpu&&&&
+# X86 CPU section
+tinybert384&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/slot_intent&32+32+32&
+tinybert&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/slot_intent&32+32+32&
+tinybert_onnx&x86&onnx&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/slot_intent_onnx&32+32+32&
+tinybert_disambiguate&arm&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/slot_intent&32+32+32&
+nmt&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/machine_translation&32+32+32&
+nmt_tsc_encoder&arm&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/machine_translation&32+32+32&
+nmt_tsc_decoder&arm&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/machine_translation&32+32+32&
+asr_rnnt&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/asr/asr_rnnt&32+32+32&
+asr_convolution_transformer_encoder&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/asr/asr_convolution_transformer/first_frame&@S+encoder&@S+encoder&
+asr_convolution_transformer_encoder&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/asr/asr_convolution_transformer/second_frame&@S+encoder&@S+encoder&
+asr_convolution_transformer_prediction_net&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/asr/asr_convolution_transformer/prediction_net&@S+prediction_net&@S+prediction_net&
+tts_encoder_decoder&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/tts/encoder_decoder&@S+encoder_decoder&@S+encoder_decoder&
+tts_postnet&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/tts/postnet&@S+postnet&@S+postnet&
+tts_melgan_vocoder&x86&onnx&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/tts/melgan_vocoder&@S+melgan_vocoder&@S+melgan_vocoder&0
+ghostnet&x86&onnx&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR_SC_RAW+@s+1+@t+5+@c+151&2
+mobilenet_v1&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+0.017+@t+5+@c+151
+mobilenet_v2&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+0.017+@t+5+@c+151
+squeezenet&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+1+@t+5+@c+151
+mobilenet_v3&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+RGB+@s+0.017+@t+5+@c+151
+fingerprint_resnet18&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/fingerprint&UNKNOWN&
+resnet50&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+1+@t+5+@c+151
+vad&x86&tflite&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&&&&

CI_SCRIPTS/inference_serial.txt

@@ -0,0 +1,19 @@
+# X86 CPU section
+tinybert384&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/slot_intent&32+32+32&
+tinybert&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/slot_intent&32+32+32&
+tinybert_onnx&x86&onnx&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/slot_intent_onnx&32+32+32&
+nmt&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/machine_translation&32+32+32&
+asr_rnnt&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/asr/asr_rnnt&32+32+32&
+asr_convolution_transformer_encoder&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/asr/asr_convolution_transformer/first_frame&@S+encoder&@S+encoder&
+asr_convolution_transformer_encoder&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/asr/asr_convolution_transformer/second_frame&@S+encoder&@S+encoder&
+asr_convolution_transformer_prediction_net&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/asr/asr_convolution_transformer/prediction_net&@S+prediction_net&@S+prediction_net&
+tts_encoder_decoder&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/tts/encoder_decoder&@S+encoder_decoder&@S+encoder_decoder&
+tts_postnet&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/tts/postnet&@S+postnet&@S+postnet&
+tts_melgan_vocoder&x86&onnx&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&nlp/tts/melgan_vocoder&@S+melgan_vocoder&@S+melgan_vocoder&0
+#mobilenet_v1&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+0.017+@t+5+@c+151
+#mobilenet_v2&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+0.017+@t+5+@c+151
+#squeezenet&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+1+@t+5+@c+151
+mobilenet_v3&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+RGB+@s+0.017+@t+5+@c+151
+fingerprint_resnet18&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/fingerprint&UNKNOWN&
+#resnet50&x86&caffe&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&1&cv/ILSVRC/n02085620&1*3*224*224&@f+BGR+@s+1+@t+5+@c+151
+vad&x86&tflite&ubuntu16_04&gnu&x86_HOST&x86_HOST&fp32&cpu&&&&